where \(s\)  is the database state, which includes the number of returned entities which is used later for response selection, and the attributes of each returned entity which are used later to lexicalize the response. In [1]}, database lookup is implemented using a keyword-matching-based lookup API. But this can also be implemented using neuro-symbolic retrieval models [2]}, as described in Section REF .
